Al Educator. Helping you to make money with Al, Tech Tools & Digital Skills | Dm / Mail jamescoder12@gmail.com for paid collaboration
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Elon Musk just revealed something that reframes the entire Starlink project.
On November 10, 2026, Musk posted on X:
“Turns out that the Starlink software, built for managing the movement of vast amounts of data through space and to the ground, is also very well suited to training super intelligence.”
1.3 million views. And a statement that connects two things most people never imagined were related: a satellite internet constellation and the race to build superintelligent AI.
Starlink wasn’t built to train AI. It was built to deliver internet from 10,000+ satellites orbiting 340 miles above Earth routing terabytes of data across laser-linked satellites, down to ground stations, and into homes.
But the software that manages that data movement coordinating thousands of satellites simultaneously, routing information across a mesh network in real time, optimizing data flow at planetary scale turns out to solve the same engineering problems that training the world’s most powerful AI requires.
This isn’t a theory. The Starlink software team already wrote the pre-training stack for Grok SpaceX’s AI model. In C and C++. By hand. Not AI-generated. What Musk called “probably best in industry.”
The satellite internet company accidentally built the infrastructure for superintelligence.
Here’s how the software that routes your Netflix from space became the foundation for training the most powerful AI on Earth 🧵
James retweeted
Elon Musk just revealed something that reframes the entire Starlink project.
On November 10, 2026, Musk posted on X:
“Turns out that the Starlink software, built for managing the movement of vast amounts of data through space and to the ground, is also very well suited to training super intelligence.”
1.3 million views. And a statement that connects two things most people never imagined were related: a satellite internet constellation and the race to build superintelligent AI.
Starlink wasn’t built to train AI. It was built to deliver internet from 10,000+ satellites orbiting 340 miles above Earth routing terabytes of data across laser-linked satellites, down to ground stations, and into homes.
But the software that manages that data movement coordinating thousands of satellites simultaneously, routing information across a mesh network in real time, optimizing data flow at planetary scale turns out to solve the same engineering problems that training the world’s most powerful AI requires.
This isn’t a theory. The Starlink software team already wrote the pre-training stack for Grok SpaceX’s AI model. In C and C++. By hand. Not AI-generated. What Musk called “probably best in industry.”
The satellite internet company accidentally built the infrastructure for superintelligence.
Here’s how the software that routes your Netflix from space became the foundation for training the most powerful AI on Earth 🧵
James retweeted
A man in Southern California is buying Costco’s $1.50 hot dog combo and reselling it for $18.
That’s an 1,100% markup. On a hot dog. From a food court.
His name is Jack Chen. His delivery startup is called No Tip. The business model is simple: you order a Costco food court meal through his app. Someone walks into Costco, stands in line, buys it with their membership, walks out, and delivers it to your door.
The famous $1.50 hot dog and drink combo? $18 delivered.
Chicken tenders? Marked up.
Pepperoni pizza? Marked up.
Cookies? Marked up.
Every item on the Costco food court menu a menu that has been a symbol of unbeatable value for 40+ years is being resold at 5-12x the in-store price.
Customers are furious. The internet is losing its mind. Costco hasn’t responded.
And the wildest part? People are paying it.
Chen told SFGate his customers are mostly offices ordering lunch on company expense accounts. “It’s the company’s money,” he said.
The $1.50 hot dog combo unchanged since 1984, defended by a CEO who once said “if you raise the effing hot dog, I will kill you” is now an $18 delivery item on an app that turns Costco’s biggest loss leader into someone else’s profit margin.
Here’s the full story and why a hot dog that’s survived 40 years of inflation just met the gig economy 🧵
James retweeted
Memory file vs fine-tuning, for an agent that’s supposed to get better at your work.
Two very different approaches, and they almost never get compared on the same tasks.
🤝 Paid partnership
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
James retweeted
Two questions worth asking before paying for an AI agent.
Does it get faster at work it has already done?
Can you see what it saved about you?
🤝 Paid partnership
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
James retweeted
Still getting my head around continual learning. As far as I can tell, an agent can improve by keeping notes or by changing the model itself, and I'm curious which one wins out.
🤝 Paid partnership
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
James retweeted
Picture a new hire who solves a tricky support ticket one week, then gets the same ticket the next and starts from scratch.
A lot of AI agents still work like that, and it's worth knowing before you deploy one.
🤝 Paid partnership
OpenClaw, Hermes Agent and Prime Agent don't meaningfully learn from experience.
On Continual-ARC, our new benchmark at @letsunifyai, none of them were able to memorize anything of value and none were able to generalize to new tasks. Training a small 9B model's weights did both.
James retweeted
YouTube just won one of the biggest power battles in music and most people didn’t even know it was happening.
In January 2026, YouTube did something unprecedented: it pulled its streaming data from the Billboard charts. Every music video view, every audio stream, every play on the world’s largest music platform removed from the charts that determine who has the #1 song in America.
YouTube’s absence meant that billions of streams simply didn’t count. Artists who dominated on YouTube saw their chart positions collapse overnight. The platform where 2+ billion monthly users discover and consume music was invisible to the ranking system that defines commercial success in the music industry.
Today November 9, 2026 YouTube’s global head of music Lyor Cohen announced the return. YouTube streams will once again count toward the Billboard Hot 100, the Billboard 200, and every other major chart starting January 2027.
But YouTube didn’t just come back. YouTube came back on different terms. Billboard changed its methodology to give ad-supported streams the kind YouTube generates significantly more weight than before. The ratio of paid-to-ad-supported streams narrowed from 1:2.5 to 1:1.5. YouTube didn’t just rejoin the charts. YouTube forced the charts to change how they measure music.
The platform that walked away got what it wanted. The charts that stayed bent to accommodate the return.
Here’s what happened, who wins, who loses, and why this reshapes the entire music industry in 2027 🧵
James retweeted
20-year-olds are making $369 every day with copy-paste work.
Usually, I'd charge $99 for this proven guide, but today I'm giving it away 100% FREE.
Like + Comment "Copy" and I'll send you my beginner to advanced guide for FREE.
Must follow me to get DM. FREE for 24 hrs only.
James retweeted
Never let a hotel quietly refund your money when they overbook your room.
The major chains (Marriott, Hilton, Hyatt) have a strictly enforced internal protocol called "The Walk." If they turn you away at check-in, they are strictly bound by corporate policy to issue a massive payout.
Here is how to trigger it:
James retweeted
🚨 What if you could generate videos with AI and edit the code behind every animation?
Meet SenseNova 6.8 Code2Video by SenseTime.
An open-source AI model that turns creative prompts into videos through code.
Here's what makes it interesting:
→ Generate videos through code: Turn creative prompts into videos with visuals, animations, and timing expressed in editable source code.
→ Recreate reference videos: Analyze an existing video and recreate its visual structure and animations in code.
→ Refine through conversation: Restyle scenes, adjust animations, or add new elements through multi-turn conversations while updating the existing source code.
→ Explore the complete workflow: Access model weights, creation Skills, demo prompts, source code, and full creation traces.
You're not just getting a generated video. You're getting editable code that developers can inspect, modify, and build on.
The video showcase is officially produced by @SenseTime_AI. Check out the official showcase and explore the open-source project.
James retweeted
Put a giant man on a ridiculously tiny bicycle.
AI: No problem. 😂
From impossible ideas to hilarious creations, AI makes creativity limitless. Nothing is too crazy to imagine anymore!
James retweeted
The product enters. Everyone notices. And suddenly it's every customer for themselves.
I used CapCut PC to explore this Black Friday ad concept with a product image and original video references.
One thing that can ruin a good edit is inconsistent audio. Loudness Normalization helps balance volume levels, while Multi-Track Editing lets me adjust background music and sound effects separately. That way, the soundtrack adds to the chaos instead of drowning everything out.
Here's the creative workflow: tinyurl.com/2v23rn22
#capcutpc #capcutmarketing #capcutblackfriday #CapCutDidThat #chatwithcapcutagent
🤝 Paid partnership
James retweeted
Who needs a queue outside the shop when you can have an entire café rushing towards one product?
I explored this Black Friday ad concept in CapCut PC with a product image and original video references.
For a promotional video to feel complete, the audio and visuals need to work together. Multi-Track Editing lets me keep music and sound effects separate, while Sound Effects help emphasise the most dramatic moments.
Here's how I put the idea together:
tinyurl.com/2v23rn22
#capcutpc #capcutmarketing #capcutblackfriday #CapCutDidThat #chatwithcapcutagent
James retweeted
Need campaign visuals without stretching your production budget? Start with Dreamina Marketing Studio. You can use it to generate product visuals and creative concepts, then bring those assets into CapCut PC to turn them into promotional videos.
A budget-friendly way to go from visual ideas to finished content.
Dreamina: tinyurl.com/376c8r3x
CapCut PC: tinyurl.com/2v23rn22
#CapCutPC #Dreamina
James retweeted
Tesla’s robotaxis have driven 3 million miles without a driver. Waymo’s have driven almost 90 times more.
A guy has driven for a ride-hailing app for six years. He knows every shortcut in his city, every airport pickup line and every restaurant that stays open after midnight. He’s a good driver and he’s proud of it. Last month, a passenger leaned forward from the back seat and asked, half joking, how long he thought he had left. The guy laughed it off. But that night, he sat in his parked car and searched for the news. Tesla was expanding its driverless taxis to more cities. Waymo was giving hundreds of thousands of rides a week. And a new Tesla car with no steering wheel was rolling out of a factory in Texas.
He didn’t know which of those headlines to believe.
He called a friend who plans transportation for a mid-sized city and spends her days modeling how people move, how much they pay and what happens when something new arrives. She’d been asked the same question, in different words, by half her neighbors. She told him to bring a notebook, because the real answer lived in three numbers, and none of them were the one on the headlines.
She spent a long evening explaining them, and was careful to say which ones are solid and which are not.
Here’s everything she told me 🧵
James retweeted
Already thinking about Christmas decorations, holiday outfits, and festive photos? Same here.
🎄 From Nov 12-18, purchase or upgrade to Ultra on CapCut Web and get 7 days of unlimited image generation on select models.
Create festive wallpapers, design personalised holiday cards, experiment with Christmas-themed photo concepts, or generate inspiration for your seasonal decorations.
You can explore different styles and ideas before deciding which one you love most. A little creativity makes the holiday season even more fun!
capcut.com/my-edit?utm_mediu… #CapCutWeb #AIImage #CapCutWebDesignStudio
James retweeted
Can't stop dreaming about your next holiday?
Why not start with a little visual inspiration? ✈️ From Nov 12-18, purchase or upgrade to Ultra on CapCut Web to enjoy 7 days of unlimited image generation on select models.
Create travel moodboards, experiment with dreamy destination scenes, explore different photography aesthetics, and visualise the kind of trip you want to take next.
Whether you're planning a beach escape, a city break, or a mountain adventure, you can bring those travel ideas to life visually. Your next adventure starts with an idea!
capcut.com/my-edit?utm_mediu… #CapCutWeb #AIImage #CapCutWebDesignStudio
James retweeted
Not every product needs a simple studio shot. Sometimes it deserves its own undercover mission.
I explored this Black Friday concept in CapCut PC, using the agent's telescope observation as the hook before moving into the infiltration and product reveal.
Sound Effects help bring little details to life, from footsteps to the dramatic moment the product is secured. They add another layer to the story without making the edit feel overloaded.
Take a look at the creative process: tinyurl.com/2v23rn22
#capcutpc #capcutmarketing #capcutblackfriday #CapCutDidThat #chatwithcapcutagent
🤝 Paid partnership
James retweeted
The reveal is silent. My narration pauses like it expects applause. Nobody’s clapping, including me.
My low-cost ad workflow starts with uploading a product photo to Dreamina Marketing Studio and generating images and videos. I import them into CapCut PC’s multitrack timeline, use AI Edit on a backdrop flaw, and AI Extend on the reveal.
I box-select the talking clips and tell CapCut Agent EditPilot to tighten excessive pauses across them. One simple sentence covers the batch. I preview the speech, adjust timing, then add music, a reveal sound, and a filter before exporting.
Try Dreamina + CapCut PC for product ads you can offer clients.
Dreamina: tinyurl.com/376c8r3x
CapCut PC:
tinyurl.com/2v23rn22
#CapCutPC #CapCutDidThat #Dreamina #Smallbusinessmarketing #chatwithcapcutagent
James retweeted
Trying to turn content creation into a side hustle?
You'll quickly realise that good visuals take up a LOT of your time. From Nov 12-18, purchase or upgrade to Ultra on CapCut Web and enjoy 7 days of unlimited image generation on select models. Create video thumbnails, social media graphics, channel banners, and promotional images.
Experiment with different styles and generate visual assets for your content without constantly searching for references. Spend less time struggling with visuals and more time growing your content.
Your creator journey needs a creative toolkit!
capcut.com/my-edit?utm_mediu… #CapCutWeb #CapCutWebVideoEditor #AIImage
🤝 Paid partnership
